{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d3a0ea70-6155-47a2-ab14-c688a92972dc",
   "metadata": {},
   "source": [
    "# Positional Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a0ae0a60-59b1-4772-9056-88cecb21fb13",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "783124fe-c530-4029-9f55-5047d7e2ff32",
   "metadata": {},
   "outputs": [],
   "source": [
    "def positional_encoding(pos,i,d_model,is_even=True):\n",
    "    \"\"\"\n",
    "    Method to generate positional encoding value\n",
    "    :param pos: position of the input\n",
    "    :param i: i-th dimension of the embedding\n",
    "    :param d_model: length of the embedding vector\n",
    "    :param is_even: if the position of the input is even or odd\n",
    "    \"\"\"\n",
    "    input_val = pos/np.power(10000,(2*i)/d_model)\n",
    "    if is_even:\n",
    "        return np.sin(input_val)\n",
    "    else:\n",
    "        return np.cos(input_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0dc041ee-6684-4e96-aced-c7aef8cf6484",
   "metadata": {},
   "outputs": [],
   "source": [
    "# input parameters for visualisations\n",
    "pos = np.arange(0,10,0.1) #10 input words, stepping at 0.1 for smoothness only\n",
    "dimensions = np.arange(0,512) # dimensionality of the positional encoding (same as d_model by default)\n",
    "d_model = 512 # length of embedding vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "03353b06-4c93-4341-937a-f6130ab738de",
   "metadata": {},
   "outputs": [],
   "source": [
    "# positional encoding for even positions\n",
    "even_pos_emb = [positional_encoding(pos,i,d_model) for i in dimensions] \n",
    "\n",
    "# positional encoding for off positions\n",
    "odd_pos_emb = [positional_encoding(pos,i,d_model,is_even=False) for i in dimensions]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "84660a40-3e92-4b53-ab88-3be237f6a6fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_dim = [0,16,32] # visualise only a few dimensions for clarity\n",
    "plt.figure(figsize=(15, 5))\n",
    "for i in dimensions:\n",
    "    if i in show_dim:\n",
    "        plt.plot(pos,even_pos_emb[i])\n",
    "        plt.plot(pos,odd_pos_emb[i])\n",
    "    plt.axvline(2,linestyle='--',c='black')\n",
    "plt.title(\"Positional Encodings\")        \n",
    "plt.xlabel(\"input positions\")\n",
    "plt.ylabel(\"encoding value\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bddd95e8-63ba-448a-98cb-5d00f095070d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dimension:0 Even Positional Encoding Value=0.1411200080598672\n",
      "Dimension:0 Odd Positional Encoding Value=-0.9899924966004454\n",
      "\n",
      "Dimension:16 Even Positional Encoding Value=0.993253167134793\n",
      "Dimension:16 Odd Positional Encoding Value=-0.11596614150993839\n",
      "\n",
      "Dimension:32 Even Positional Encoding Value=0.8126488966420368\n",
      "Dimension:32 Odd Positional Encoding Value=0.5827536107022249\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Positional Encoding value for input position 2\n",
    "# for the visualised dimensions is as follows:\n",
    "mul_factor = 1/0.1 # we generated values with a stepping of 0.1 above\n",
    "input_position = int(3 * mul_factor)\n",
    "for i in show_dim:\n",
    "    print(f\"Dimension:{i} Even Positional Encoding Value={even_pos_emb[i][input_position]}\")\n",
    "    print(f\"Dimension:{i} Odd Positional Encoding Value={odd_pos_emb[i][input_position]}\")\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6cfb524e-b2dd-4d19-b112-07231c04ce15",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
